We conducted the first one-sample Mendelian randomization study on the association between plasma adiponectin with the risk of heart failure, atrial fibrillation, aortic valve stenosis, and myocardial infarction facilitating exploration of non-linear effects and subgroup associations with no evidence of a causal effect. The gene discussed is ADIPOQ; the disease is stricture.